10 Comments

gruezFeb 17, 2026
Besides the coverage from fox news/new york times that the article mentions, there's also a much more extensive review from a parent who had his kids in alpha school: https://www.astralcodexten.com/p/your-review-alpha-school
trinsic2Feb 17, 2026
Holy crap that is a long article. In my view, the only important point is time freed up which should be a part of normal education. If students had more free time to think and contemplate one wonders what kind of world we would live in.

Too bad it takes a dubious idea for an AI school to surface that wisdom.

johnnyanmacFeb 17, 2026
>the only important point is time freed up which should be a part of normal education.

College felt like the last time I truly had "time freed up". 16 units of classes per quarter came down to ~8-10 hours of class time per week and the recommendation was 2 hour of study per class unit a week (e.g. a 4 unit class recommends 8 hours of study a week). So, typical full time work. But mostly on campus (aka a walkable community), close to peers, with no worries of future responsibilities.

now of course, the CS curriculum easily required double or triple that recommendation, but that speaks more towards the subject than the concept of college.

ambicapterFeb 17, 2026
Well people who are evangelically praising AI for writing code seem to be converging on established, well-known software practices for "making the AI work better" so seems like AI is great at making people rediscover the practices they didn't feel like putting effort into before AI.
recursiveFeb 17, 2026
The scrollbar is completely absent in Firefox. I think this is the first time I've seen long-form content with zero visual indication where I currently am in the document. Crazy.

Edit: Actually the scroll-bar is there, but it's nearly impossible to see because of the low contrast with the background. I guess I can blame my user agent for this one.

jcranmerFeb 17, 2026
I really, really hate the modern trend of scrollbar design. I guess it makes some amount of sense if you're aiming for a mobile phone factor, where real estate is somewhat limited, but changing the scrollbar from a widget that lives functionally outside of the content it is scrolling to a translucent show-only-on-hover widget that overlays the content (and can thus become functionally invisible if the content is just the wrong color) is a real step backwards in UI design.
DusseldorfFeb 17, 2026
I finally got frustrated enough to go in and manually increase the default scrollbar size in Firefox. Slim scrollbars are awful both to look at and to use. I'm working with an ultrawide monitor here, please give me more than 0-3 pixels of scrollbar!
recursiveFeb 17, 2026
I didn't know this was possible. This is amazing! I found it under the inconspicuous config item called "widget.non-native-theme.scrollbar.style". I changed it from 0 to 4. There seems to be no UI for this.

Source: https://support.mozilla.org/en-US/questions/1443060

vondurFeb 17, 2026
So not really AI, but a well run private school with high achieving students. Looks like they do optimize the learning strategies.
AurornisFeb 17, 2026
This section reveals a lot about the difference between the hype and the practice:

> It isn’t genuine two‑hour learning: most kids start school at 8:30am, start working on the “two-hour platform” sometime between 9am-930am and are occupied with academics until noon-1230pm. They also blend in “surges” from time to time to squeeze in more hours on the platform.

> It isn’t AI in the way we have been thinking about it since the “Attention is all you need” paper. There is no “generative AI” powered by OpenAI, Gemini or Claude in the platform the kids use – it is closer to “turbocharged spreadsheet checklist with a spaced‑repetition algorithm”

> It definitely isn’t teacher‑free: Teachers have been rebranded “guides”, and while their workload is different than a traditional school, they are very important – and both the quantity and quality are much higher than traditional schools.

> The bundle matters: it’s not just the learning platform on its own. A big part of the product’s success is how the school has set up student incentives and the culture they have built to make everything work together

So in other words, they're trying to set up a generally high quality education system, but they have a marketer on board who knows how to capture headlines with controversial claims?

toomuchtodoFeb 17, 2026
They're copying one of Khan Academy's implementation models [1] and rebranding it as AI. It's certainly not new besides the "help yourself to AI" part (which, full disclosure, Khan Academy is working on as well with their "Khanmigo" assistant [2]). Sal Khan, the founder and CEO of Khan Academy, did a TED talk [3] on this.

[1] https://en.khanacademy.org/khan-for-educators/

[2] https://www.khanmigo.ai/

[3] How AI Could Save (Not Destroy) Education | Sal Khan | TED - https://www.youtube.com/watch?v=hJP5GqnTrNo - May 1st, 2023

OnavoFeb 17, 2026
It sounds like they are trying to replicate Asian style rote learning and cram school in a way that's more palatable to western audiences. Rebranding rote learning and force feeding as spaced repetition and surges. Typical SV bull.
brendoelfrendoFeb 17, 2026
The fact that they've rebranded teachers gives me concern that they're trying to further devalue teaching as a profession (if that's possible) and remove some of the professional expectations and protections that teaching still has.
realslimjdFeb 17, 2026
That's a legitimate concern, but the "Guide" terminology actually comes from traditional Montessori schools.
gruezFeb 17, 2026
From the article I linked:

>When I asked the head of admissions how they found such good staff he told me their compensation was fully transparent. “Associate Guides” were paid $60,000/year (vs the $40,000 average for Austin teachers), “Full Guides” made $100,000 and the five “Head Guides” in the school each made $150,000. They were able to both poach the best teachers from other schools, but also bring exceptional people into teaching that would not have considered it otherwise. It also let them have very high expectations for teachers once they were hired.

rbhtjkFeb 17, 2026
Yes, I am sure all billionaires will send their children to that school instead of some Montessori school or Eton.
vladgurFeb 17, 2026
You dont need to be a billionaire to be able to afford a good school for your children if the public ones dont meet your criteria.

Im not sure about this particular school, but i am greatly disappointed at baseline california core requirements for math and science in middle school and the parents choice is to either have your child be bored in school while complementing their education with RSM or Singapore Math after hours Or to choose a private school that will make your child more competitive with kids being educated by other countries systems.

dvaunFeb 17, 2026
Public education caters to the common denominator…the public. If you want higher rigor and standards set for your children, then you will need to find alternatives - which, in some areas, are no better than the public schools.

I wouldn’t blame the system for poor standards. Their standards are actually decent for most children. The problem is that teachers are forced to spend a significant portion of time and energy on classroom management.

Couple that with the fact that most parents aren’t reading to their children at night, so those kids grow up falling behind the curve. Reading comprehension drops -> other subjects follow suit. Rinse and repeat each year, and you eventually end up with high-school seniors reading far below their grade level.

The teachers now have to scaffold all of their content. The kids who didn’t fall behind? They receive no attention from the teacher who is instead focused on helping the kid with a 3rd grade reading ability to try to understand the content.

An indirect tragedy of the commons, where parents are relying on public education to raise and teach children with no input of their own.

johnnyanmacFeb 17, 2026
Not a billionaire, but pretty well off. Unlike the college loan grift that we also need to address, you're not getting a parent plus loan to help your 3rd grader.

>i am greatly disappointed at baseline california core requirements for math and science

Don't look at the other states, then. I agree the standards are low, but they can't even meet those marks. You don't improve that by raising bar and expecting students to keep up. All while continuing to defund education.

For me, it was a matter that they identified me early on elementary and basically put me a year ahead in studies. By middle school they called it "honor students". And I only studied in public schools (well, a charter high school. But I was guaranteed in since I lived in the neighborhood).

johnnyanmacFeb 17, 2026
keep in mind this piece was 8 months ago (and probably starting to be written much earlier). I can see Alpha school being this genuine effort to offer an alternative education plan as well as slowly falling into the AI hype later on and pushing more generative content as it tries to phase out teachers.

Or, if it's being praised by this administration, it's doing so to gain political points.

rbhtjkFeb 17, 2026
So this Astral Codex external submission is what? Did Scott Alexander verify that these parents are real?

Usual rambling from a site that disables scrolling and nearly crashes Firefox.

rahimnathwaniFeb 17, 2026
Here's another Alpha parent responding to that review: https://naimoli.com/peter/posts/2xlearning/

Summary: the '2× learning' claims are overblown.

ashton314Feb 17, 2026
> “All educational content is obsolete. Every textbook, every lesson plan, every test, all of it is obsolete because gen AI is going to be able to deliver a personalized lesson just for you,” Joe Liemandt, Alpha School’s “principal” and the founder of Trilogy, the company that owns many of the apps used by Alpha School, said in a podcast interview published last year.

I wonder if this fellow has ever read a serious book. I'm skeptical.

glitchcFeb 17, 2026
Maybe the school system failed him.
yoyohello13Feb 17, 2026
Hell, why learn History? The AI can just make a personalized History for you!
bronco21016Feb 17, 2026
Ugh, don't give the AI or wanna-be authoritarians ideas.
kanbankarenFeb 17, 2026
I have. Around 20 non-fiction and technical books in about 15 years and I agree with this Joe guy.

AI is going to disrupt the whole academia and it is infinitely better than a book or a teacher.

The student could move at his/her own pace and can ask questions if stuck which no book or teacher could deliver.

shimmanFeb 17, 2026
I'm highly skeptical of someone bragging about barely reading a book year to then say AI is going to disrupt education as an authoritative voice. Do you honestly know any teachers or have children in public education? These takes are truly baffling. It's right up there with believing InfoWars as sound politics.

edit: to try and sound "nicer," would anyone seriously take any advice about software engineering from someone who uses a WYSIWYG editor? That's how the above comment reads.

johnnyanmacFeb 17, 2026
>and it is infinitely better than a book or a teacher.

why do you think that?

>The student could move at his/her own pace and can ask questions if stuck which no book or teacher could deliver.

You're assuming there's a driven student who already knows what they wish to pursue. Even in college I wasn't entirely sure what domain in tech I wanted to explore.

You're also assuming or dismissing the other factors a teacher offers. Networks, parental guidance, wisdom of how to navigate through college or a job market, or simply as emotional pillar in ways parents can't always be.

Most of all, teachers teach you to understand bias and expand your viewpoints past any one given source. That's why I read the parental review of this school on top of this piece. It seems against current coporate interests to offer that. There's no one clear answer to everything out there, but AI wants it to appear as so.

alistairSHFeb 17, 2026
Even in college I wasn't entirely sure what domain in tech I wanted to explore.

Hell, I'm coming up on 50 and still haven't figured it out... :shrug:

yoyohello13Feb 17, 2026
I still find books valuable because they give you a structure and physical location to anchor learning. They give you an overview of the whole topic you're interested in.

Whenever I need to learn a new topic I always try to buy a book on the subject because it so much faster to have someone do the scaffolding for you than trying to be 'self-directed' about it. It also give some confidence that you aren't leaving big holes in your understanding.

BobaFloutistFeb 17, 2026
What? The textbook+teacher combo literally provides exactly that.

The textbook allows you to move at your own pace, acting as a structured reference and practice tool that you can review endlessly outside of class.

And the teacher can answer any questions you've confirmed you're not able to resolve on your own with the textbook. Some in class, some during office hours/before or after class, and some via email.

ashton314Feb 17, 2026
> Around 20 non-fiction and technical books in about 15 years

That's not lot, mate. Maybe more than the average American unfortunately, but I consider a year where I get through 2–3 books a slow one. And that's just reading I do outside of my job. What matters, of course, is both the quality and quantity of what you read. The short of it is, your attempt at building your ethos has fallen pretty flat here.

> AI is going to disrupt the whole academia [sic]

Yes, it has and it continues to. I'm not arguing against that. Joe Liemandt said that "all educational content is obsolete", which presumably includes not only textbooks like SICP or Sipser's Introduction to the Theory of Computation (just listing some CS textbooks because I'm in CS) but also great works of literature and philosophy that are important texts like The Odyssey or A Tale of Two Cities. If he meant to exclude such texts from the umbrella of "all educational content", well, then that's telling too. :)

> …it is infinitely better than a book or a teacher.

Maybe for someone who struggles with literacy or who hasn't had the pleasure of a good teacher. If you really believe this I'd like to see you try to substantiate your claim.

> The student could move at his/her own pace…

The article is about a grade school kids who, most of the time, need a little pushing to reach their full potential.

> …ask questions if stuck which no book or teacher could deliver.

… you're saying that LLMs are better than teachers because you can ask LLMs questions and not teachers?! Also, asking questions isn't the only component of learning. A good teacher will know when to not answer a question (or ask one!) and let the student stew and think about it.

I'm not saying AI can help with education. It can—it helps me!—but no hallucinating stochastic machine will have the human insight that a good teacher has. It's not a replacement.

dyauspitrFeb 17, 2026
I have long conversation threads on highly specialized topics and I’ve never found learning about something so easy. He’s right but it has to not be self directed in some way because that takes motivation and you cant expect that from every student.
rglanyFeb 17, 2026
So they are trained to follow instructions from a computer, trained to be unable to function without a computer. Let me guess that they are also exposed to hundreds of trolley problems so that they can make "difficult decisions" later.

Probably not exposed to humanities or arts so as not to weaken their utility as tech goons.

A new cadre school for Technocracy Inc.

gruezFeb 17, 2026
Holy crap, quite bit of extrapolations in your comment.

>trained to be unable to function without a computer.

Where is this from? The article mentions a lot of issues with alpha school, but the implication that kids are glued to screens and are "unable to function without a computer" isn't one of them. There's the issue that finishing random ed-tech games don't prepare you for the real world, but I don't really see how that's different than the perennial complaint that the US education fails to prepare kids for the real world (eg. "school taught me that mitochondria is the powerhouse of the cell but not how to do my taxes")

>Let me guess that they are also exposed to hundreds of trolley problems so that they can make "difficult decisions" later.

???

>Probably not exposed to humanities or arts so as not to weaken their utility as tech goons.

See the review linked in my other comment. It might not be an unbiased account, but I'm reasonably confident that the average student there gets more exposure to "humanities or arts" and other extracurriculars, than the average public school student, who maybe gets a field trip to the science center once a year.

alistairSHFeb 17, 2026
To use your example... Taxes are easy for the vast majority of people (claim the correct number of dependents, take the standard deduction, and you're done). For the rest of us, there are CPAs willing to do them for a few hundred to a few thousand dollars.

I say this as somebody who had to navigate the AMT rules for years in my 30s and hasn't used the standard deduction since college. In no way would I expect a high school to teach me personal tax law at the expense of a basic understanding of biology or literature.

some_randomFeb 17, 2026
As opposed to before where they were trained to follow instructions from a book or from a teacher? Also the dogma around "the humanities" is so bullshit it's barely funny anymore. Go train more dictators or whatever.
johnnyanmacFeb 17, 2026
Teachers are opinionated, as are books. And they all are a checks and balances between them and administration. Admins make sure there's a core curriculum driven by the proper literature. Teachers work off that base to teach and offer their own personality with it. Books tend to be a neutral ground to pull on making any given person too opinionated.

Sure, they admin or government can ban a book or fire a teacher, but that takes energy and time.

Automating all that to have the administration tweak lesson plans to their will sounds like a cliche dystopian sci-fi plot. Oh how little I knew.

bethekidyouwantFeb 17, 2026
The dream is clearly asking a student what they’re interested in, getting them to self direct on a project with guidance and deliver something you can evaluate. I would hazard that AI helps rather than hinders this.
worikFeb 17, 2026
AI might one day be useful for this

Not this AI, today

tyreFeb 17, 2026
hot take: if all models stopped improving today, we could get there with today's technology.

No, you couldn't whip out a foundational model out of the box to do this, but we could likely engineer our way to guardrails to support this without substantial hallucinations (i.e. fewer than the 95th percentile of human teachers.)

Also in no way would this replace everything teachers do. I'm talking purely academic curiosity.

johnnyanmacFeb 17, 2026
>I'm talking purely academic curiosity.

Sure. In that lens, anything is possible. We put people on the moon with tech less powerful than a modern graphing calculator.

Reality, however, is disappointing and not actually incentivized by bettering humanity.

MengerSpongeFeb 17, 2026
These founders are careless and weirdly cruel. It's wildly unethical, immoral, wrong to do this to children.

"My investigation into Alpha School also reveals that the massive amounts of data the company collects on students, including videos of them, is stored in a Google Drive folder that anyone with the link—even if they’ve left the company, or if it was sent to them—could access."

Prison. People need to go to prison for this.

gruezFeb 17, 2026
>These founders are careless and weirdly cruel. It's wildly unethical, immoral, wrong to do this to children.

For lax security, or monitoring students at all? I don't think you'll find anyone opposing the former, but what's the alternative to the latter? At the end of the day, they're kids, and they need supervision to keep them on task. I think remote schooling during covid showed that kids can't really be left to their own devices. The alternatives I can think of aren't great:

1. individual human tutors: insanely expensive, out of reach for even well paid programmers, or you have to home school

2. ed tech, without the monitoring: won't work because kids get distracted, and you can't expect the parents to do that when they have jobs

3. traditional schooling, with maybe small class sizes: see the review in my other posts. Seems like even with well funded private schools, the lesson plan isn't really individualized so you're catering to the lowest common denominator

johnnyanmacFeb 17, 2026
>I don't think you'll find anyone opposing the former, but what's the alternative to the latter?

If parents want to pay 65k per year to have some corporate entity track their child's every keystroke, I guess that's not my place to pry. I will call them stupid, though. This isn't 2007 anymore; we know what they can, have, and will do with such data.

> individual human tutors: insanely expensive, out of reach for even well paid programmers, or you have to home school

again, they're paying 65k for this curriculum. I'd wager public school and 600 hours of private tutoring @100/hr (as a high ball) would work out much better

gruezFeb 17, 2026
>This isn't 2007 anymore; we know what they can, have, and will do with such data.

So sounds like your objections are over data governance?

>again, they're paying 65k for this curriculum. I'd wager public school and 600 hours of private tutoring @100/hr (as a high ball) would work out much better

The problem with this setup is that you still have public school eating up 6-8 hours of your kid's time per day. If you add after school tutoring afterwards that doesn't leave a lot of free time. The value prop, at least according to one of the parents who has his kids there[1] is that you get through the standard curriculum stuff in a fraction of the time, so you can spend the rest of the time on whatever your kid's interested in.

[1] https://www.astralcodexten.com/p/your-review-alpha-school

johnnyanmacFeb 17, 2026
>sounds like your objections are over data governance?

Primarily, yes. Teachers don't need the kind of oversight they employ, and any reasons for that are purely financial, not "to make sure they aren't distracted".

>still have public school eating up 6-8 hours of your kid's time per day.

Yes. And many parents call that a feature. We structured school times around when parents are expected to work.

It's hard to cut those hours without cutting worker hours or otherwise structuring schools to have longer recess periods. I'm fine with either, but AI doesn't really come into play there.

>so you can spend the rest of the time on whatever your kid's interested in.

And who's watching them? Works fine with one stay at home parent. Or even a private tutor being there in person. Not so much with a remote education.

I'm not against more free time. But this addresses none of the bigger reasons this hasn't been experimented with seriously.

rahimnathwaniFeb 17, 2026
Whether a link requires login or not is irrelevant when everyone has the same password: https://x.com/RahimNathwani/status/1900199324279333115
rahimnathwaniFeb 17, 2026
The typical 5th grader at Alpha School has math achievement at the 85th percentile of 5th graders. This is not bad, but it's not remarkable.

I love the approach Alpha School is taking. And I believe that they're really trying to iterate to something that works really well. But I think many people are misled by the way Alpha School words claims about their achievement.

Alpha School's web site has this bullet point:

"99th Percentile: The majority of students consistently outperform national averages."

If you just glance at this, you may assume it means the majority of students perform at the 99th percentile.

But that's not what it's saying.

Alpha School's mean achivement score (across all students in a particular grade) puts the 'district' (collection of schools) at the 99th percentile of districts.

But that's not an amazing feat, because there are 10,000+ school districts in the USA. Most of those don't have the positive selection bias Alpha School has (due to the price and ideology). Moreover, most districts have adverse selection, as many academically-inclined parents will choose to send their children to private schools.

You can judge the results for yourself. Here is the school score report from Spring 2025: https://go.alpha.school/hubfs/MAP%20Results%20-%2024%2025/20...

Here is some of the data from the Winter 2026 school score report: https://x.com/jliemandt/status/2023011075029922131?s=20

This leads to the takeaway at the start of this comment: the typical 5th grader at Alpha School has math achievement at the 85th percentile of 5th graders.

I can't add images here, so I'll link to the evidence here: https://x.com/RahimNathwani/status/2023111922636476899

tyreFeb 17, 2026
I went to a private school costing 1/3rd of this that had higher test scores. The majority of students were two grade levels ahead in math and reading by middle school iirc.

These seem like middling results, especially considering the socioeconomic situation of these students. $65k/yr is awful ROI.

rahimnathwaniFeb 17, 2026
I wish NWEA (which administers MAP Growth) would publish all district-level and school-level score reports. But that would probably drive away most of their customers :(
johnnyanmacFeb 17, 2026
Paying more for a 3rd grade education than a state college and hearing rumors of it still trying to cut corners with shoddy AI certainly is a choice.
ChrisArchitectFeb 17, 2026
ChrisArchitectFeb 17, 2026
Related previously:

Unbound Academy hasn’t replaced teachers with AI

https://news.ycombinator.com/item?id=45443004

pfdietzFeb 17, 2026
We should only accept life damaging educational malpractice from public schools.
AarostotleFeb 17, 2026
The headline reads as though it was written by the head of public school teachers' union.
briandwFeb 17, 2026
AI is held to a much higher standard than the existing education techniques.

Even without AI teachers are implementing new techniques without any evidence of their effectiveness. In some cases, there is mountains of evidence that their techniques are not effective. From the prohibition on phonics in reading, learning styles, building thinking classrooms, or just the entire idea of constructivism. These are all worse than the techniques that they replace. AI systems at the very least are measured and have some kind of tracking of what works.

I'm not advocating for AI necessarily, but education is in the pre-scientific phase and it needs to start by implementing evidence based techniques, AI or no.

iugtmkbdfil834Feb 17, 2026
I am both pro and against this at the same time. I love the idea of tracking it as an aggregate, but I hate the idea that the kid may end up being stuck on some vibe coded idiocy and unable to move on, because of it ( I still shudder at some of the ridiculous math tests in college that could not account for the right answer, but not in the exactly right format that was not disclosed as expected ).

I am not even suggesting in person teaching is the only solution either. I am currently dealing with, apparently, my kids teacher, who, well, kinda checked out, but as much I am happy for her being able to retire soon, I am not sure why my kid has to suffer academically.

What I am saying is, there is room for AI. What I worry about is, people are idiots and anything half-useful will be neutered and kids will have all the drawbacks of heavy surveillance and zero to show for it.

_aavaa_Feb 17, 2026
What is the mountain of evidence against "the entire idea of constructivism"?